Patients receive bortezomib IV on days 1, 4, 8, and 11 followed by oral SAHA twice daily on days 4-11. Beginning in course 3, some patients may receive low-dose oral dexamethasone on days 4-8. Treatment repeats every 21 days for up to 8 courses in the absence of disease progression or unacceptable toxicity.